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arXiv — cs.AI

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标题为英语When Do Causal World Models Help Modular LLM Agents

LLM agents increasingly act through modular systems, such as order, payment, inventory, and shipment services, where actions in one module change which transitions are valid in another. Standard world models usually fit observational traces, but this is not the quantity needed…

arXiv — cs.AI作者: Xinyuan Song, Zekun Cai2026年10月2日 (10月2日)
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  • LLM agents increasingly act through modular systems, such as order, payment, inventory, and shipment services, where actions in one module change which transitions are valid in another
  • Standard world models usually fit observational traces, but this is not the quantity needed…
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When Do Causal World Models Help Modular LLM Agents

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